TRACE: A trust-aware incentive mechanism for federated learning in IoMT

Abstract Federated Learning (FL) has emerged as a promising privacy-preserving framework for the Internet of Medical Things (IoMT), yet issues like client selfishness and data heterogeneity impair model generalization, resulting in suboptimal and potentially unsafe medical diagnostics. Existing ince...

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Bibliographic Details
Main Authors: Bing Li, Jianfeng Lu, Shuqin Cao, Yanan Jin, Zhiwei Ye, Hu Liu
Format: Article
Language:English
Published: Springer 2025-08-01
Series:Journal of King Saud University: Computer and Information Sciences
Subjects:
Online Access:https://doi.org/10.1007/s44443-025-00172-6
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